{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# WordCloud实战"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# -*- coding:utf-8 -*-\n",
    "from wordcloud import WordCloud\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "import numpy as np\n",
    "from lxml import etree\n",
    "from nltk.tokenize import word_tokenize"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 222,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 去掉停用词\n",
    "def remove_stop_words(f):\n",
    "    stop_words = ['nan']\n",
    "    for stop_word in stop_words:\n",
    "        f = f.replace(stop_word, '')\n",
    "    return f\n",
    "\n",
    "# 生成词云\n",
    "def create_word_cloud(f):\n",
    "    print('根据词频，开始生成词云!')\n",
    "    f = remove_stop_words(f)\n",
    "    cut_text = word_tokenize(f)\n",
    "    #print(cut_text)\n",
    "    cut_text = \" \".join(cut_text)\n",
    "    wc = WordCloud(\n",
    "        max_words=100,\n",
    "        width=2000,\n",
    "        height=1200,\n",
    "#         collocations=False,\n",
    "    )\n",
    "    wordcloud = wc.generate(cut_text)\n",
    "    # 写词云图片\n",
    "    wordcloud.to_file(\"wordcloud.jpg\")\n",
    "    # 显示词云文件\n",
    "    plt.imshow(wordcloud)\n",
    "    plt.axis(\"off\")\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 223,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 数据加载\n",
    "data = pd.read_csv('./Market_Basket_Optimisation.csv', header = None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 290,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"['shrimp', 'almonds', 'avocado', 'vegetables mix', 'green grapes', 'whole weat flour', 'yams', 'cottage cheese', 'energy drink', 'tomato juice', 'low fat yogurt', 'green tea', 'honey', 'salad', 'mineral water', 'salmon', 'antioxydant juice', 'frozen smoothie', 'spinach', 'olive oil'] ['burgers', 'meatballs', 'eggs'] ['chutney'] ['turkey', 'avocado'] ['mineral water', 'milk', 'energy bar', 'whole wheat rice', 'green tea'] ['low fat yogurt'] ['whole wheat pasta', 'french fries'] ['soup', 'light cream', 'shallot'] ['frozen vegetables', 'spaghetti', 'green tea'] ['french fries'] ['eggs', 'pet food'] ['cookies'] ['turkey', 'burgers', 'mineral water', 'eggs', 'cooking oil'] ['spaghetti', 'champagne', 'cookies'] ['mineral water', 'salmon'] ['mineral water'] ['shrimp', 'chocolate', 'chicken', 'honey', 'oil', 'cooking oil', 'low fat yogurt'] ['turkey', 'eggs'] ['turkey', 'fresh tuna', 'tomatoes', 'spaghetti', 'mineral water', 'black tea', 'salmon', 'eggs', 'chicken', 'extra dark chocolate'] ['m\""
      ]
     },
     "execution_count": 290,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_word = ''\n",
    "transactions = []\n",
    "for i in range(0, data.shape[0]):\n",
    "    transactions.append([str(data.values[i, j]) for j in range(0, 20) if str(data.values[i, j]) != 'nan'])\n",
    "all_word = \" \".join('%s' %id for id in transactions)\n",
    "all_word[:1000]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 225,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "根据词频，开始生成词云!\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "create_word_cloud(all_word)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 统计词频"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 226,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Counter统计词频\n",
    "from collections import Counter\n",
    "temp = []\n",
    "for i in range(len(transactions)):\n",
    "    for j in transactions[i]:\n",
    "        temp.append(j)\n",
    "dictionary = Counter(temp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 227,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('mineral water', 1788),\n",
       " ('eggs', 1348),\n",
       " ('spaghetti', 1306),\n",
       " ('french fries', 1282),\n",
       " ('chocolate', 1230),\n",
       " ('green tea', 991),\n",
       " ('milk', 972),\n",
       " ('ground beef', 737),\n",
       " ('frozen vegetables', 715),\n",
       " ('pancakes', 713)]"
      ]
     },
     "execution_count": 227,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dictionary.most_common(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 228,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>商品名称</th>\n",
       "      <th>商品计数</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>mineral water</td>\n",
       "      <td>1788</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>eggs</td>\n",
       "      <td>1348</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>spaghetti</td>\n",
       "      <td>1306</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>french fries</td>\n",
       "      <td>1282</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>chocolate</td>\n",
       "      <td>1230</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>green tea</td>\n",
       "      <td>991</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>milk</td>\n",
       "      <td>972</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>ground beef</td>\n",
       "      <td>737</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>frozen vegetables</td>\n",
       "      <td>715</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>pancakes</td>\n",
       "      <td>713</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 商品名称  商品计数\n",
       "1       mineral water  1788\n",
       "2                eggs  1348\n",
       "3           spaghetti  1306\n",
       "4        french fries  1282\n",
       "5           chocolate  1230\n",
       "6           green tea   991\n",
       "7                milk   972\n",
       "8         ground beef   737\n",
       "9   frozen vegetables   715\n",
       "10           pancakes   713"
      ]
     },
     "execution_count": 228,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Top10商品\n",
    "df_top10 = pd.DataFrame(dictionary.most_common(10),columns=['商品名称','商品计数'],index=range(1,11))\n",
    "df_top10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 280,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 解决Seaborn中文显示问题\n",
    "sns.set(font='SimHei')  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 288,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1368x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 用Seaborn画条形图\n",
    "import seaborn as sns\n",
    "# sns.set(font_scale=1.4) # 字体大小\n",
    "plt.figure(figsize=(19, 10))\n",
    "sns.barplot(x, y)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# # Matplotlib图中文显示问题\n",
    "# from pylab import *\n",
    "# mpl.rcParams['font.sans-serif'] = ['SimHei']\n",
    "# 用Matplotlib画条形图\n",
    "# import matplotlib.pyplot as plt\n",
    "# %matplotlib inline \n",
    "# import warnings\n",
    "# warnings.filterwarnings(\"ignore\")\n",
    "\n",
    "# x = df_top10['商品名称']\n",
    "# y = df_top10['商品计数']\n",
    "# plt.figure(figsize=(15, 10))\n",
    "# plt.title('商品计数Top10')  # 图名\n",
    "# plt.bar(x, y)\n",
    "# plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.8.0 64-bit ('Bi_env': venv)",
   "language": "python",
   "name": "python38064bitbienvvenvba07af95a1bb4b078aa8134bba84dff2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.0"
  },
  "toc-autonumbering": false,
  "toc-showmarkdowntxt": false
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
